risk correlation

Risk correlation is the practice of joining endpoint, exposure, and identity signals to build a complete security picture. In the OpenClaw case study from Qualys, an unauthorized AI agent on a Windows Server host appeared routine until multiple telemetry sources were correlated, revealing it as a priority incident. The core challenge is not a lack of alerts but a lack of context. Risk correlation helps security teams determine whether a suspicious AI agent is merely present or operationally dangerous. This tag covers discussions on correlating diverse security data sources to improve threat detection and response in Windows environments.